Addressing the ever-growing challenge of urban traffic requires cutting-edge approaches. Smart congestion systems are emerging as a effective resource to enhance passage and alleviate delays. These approaches utilize real-time data from various sources, including cameras, connected vehicles, and past data, to intelligently adjust traffic timing, re